• REPORT
  • METRIC
  • INSIGHT
  • HUMAN

How to summarize coding activity with your AI

Connect Wakapi to your agent to turn raw time-tracking logs into clear, readable summaries of what you actually built.

Ask AI about this page

Short answer

How can I get my AI to summarize my coding time?

Your agent uses Wakapi to pull your historical activity and condense it into reports. You'll get a breakdown of time spent per project and specific coding patterns. Here is what you can do with that data.

The results you get.

Where your data lands.

The AI processes your Wakapi logs into these specific outcomes.

REPORT

Written progress updates

The AI reads your recent activity to draft status reports. You get a clean text summary of your work for standups or logs.

METRIC

Time distribution

The agent calculates how much time you spent on different repositories. It identifies which projects are eating up your day.

INSIGHT

Coding patterns

Your agent spots trends in your activity. It can tell you if you're spending more time on specific languages or files.

HUMAN

Manual review

You decide which summaries are accurate. The AI provides the raw data and drafts, but you own the final report.

The workflow

What your AI does when the data arrives.

The agent moves from raw logs to structured insights using two specific actions.

  1. Fetch activity logs

    The agent pulls your recent coding sessions and time entries from Wakapi.

    get_summaries

  2. Analyze time spent

    It looks at the duration and frequency of your coding sessions across different projects.

    get_stats

  3. Identify trends

    The agent compares different sessions to see where your focus has shifted.

    get_stats

  4. Draft the report

    The agent organizes the gathered stats and summaries into a coherent narrative.

    get_summaries

Try it

Copy these to start.

Paste these directly into your chat to begin.

Starting points

These are ideas to get you moving. Swap out the repo names or timeframes to match your actual work.

Wakapi Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_r5osF0LBoBuU2BmomIAJKWqHY9WGFvOZmxutWZ7Q/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Wakapi capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "wakapi-wakatime-alternative-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_r5osF0LBoBuU2BmomIAJKWqHY9WGFvOZmxutWZ7Q/mcp"
    }
  }
}
Copy into chat04

  • Summarize my coding activity for the 'backend-api' repo from the last three days.

  • How much time did I spend coding in Python versus TypeScript this week?

  • Give me a bulleted list of my most active coding sessions from yesterday.

  • Based on my recent stats, which project has been my main focus lately?

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Wakapi once, then ask.

Just link your account through the Vinkius dashboard. Your credentials stay encrypted, and you can immediately start asking your agent about your coding history.

Connect Wakapi to your AI

FAQ

How this task behaves.

  • 01

    Can the AI change my Wakapi data?

    No. The agent can only read your stats and summaries. It cannot edit or delete your coding logs.

  • 02

    Can it write code for me based on my history?

    No. It can only summarize the activity that has already happened. It doesn't have the ability to write new code into your files.

  • 03

    Does it see every single keystroke?

    No. It only sees the data that Wakapi tracks, such as time spent in specific files or projects.

  • 04

    Can I ask about specific repositories?

    Yes. As long as the data exists in your Wakapi account, the agent can pull stats for specific repos.

  • 05

    How far back can the AI look?

    The AI can look back as far as your Wakapi history goes, depending on the data available in your account.

  • More questions about Wakapi? The Connector page answers them. See everything the Wakapi Connector can do

Connect Wakapi to Claude, Cursor, ChatGPT & more